Projects per year
Abstract
In this paper we solve all these problems with a richer class of calibration maps based on the beta distribution. We derive the method from first principles and show that fitting it is as easy as fitting a logistic curve. Extensive experiments show that beta calibration is superior to logistic calibration for Naive Bayes and Adaboost.
Original language | English |
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Title of host publication | Proceedings of the 20th International Conference on Artificial Intelligence and Statistics (AISTATS 2017) |
Publisher | Journal of Machine Learning Research |
Number of pages | 9 |
Publication status | Published - 1 Apr 2017 |
Event | 20th International Conference on Artificial Intelligence and Statistics (AISTATS 2017) - Fort Lauderdale, Florida, United States Duration: 20 Apr 2017 → 22 Apr 2017 Conference number: 20 http://www.aistats.org/index.html |
Publication series
Name | JMLR Workshop and Conference Proceedings |
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Publisher | Journal of Machine Learning Research |
Volume | 54 |
ISSN (Print) | 1938-7228 |
Conference
Conference | 20th International Conference on Artificial Intelligence and Statistics (AISTATS 2017) |
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Abbreviated title | AISTATS |
Country/Territory | United States |
City | Fort Lauderdale, Florida |
Period | 20/04/17 → 22/04/17 |
Internet address |
Structured keywords
- Jean Golding
- SPHERE
Fingerprint
Dive into the research topics of 'Beta calibration: a well-founded and easily implemented improvement on logistic calibration for binary classifiers'. Together they form a unique fingerprint.Projects
- 2 Finished
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SPHERE (EPSRC IRC)
Craddock, I. J., Coyle, D. T., Flach, P. A., Kaleshi, D., Mirmehdi, M., Piechocki, R. J., Stark, B. H., Ascione, R., Ashburn, A. M., Burnett, M. E., Damen, D., Gooberman-Hill, R., Harwin, W. S., Hilton, G., Holderbaum, W., Holley, A. P., Manchester, V. A., Meller, B. J., Stack, E. & Gilchrist, I. D.
1/10/13 → 30/09/18
Project: Research, Parent
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Activities
- 1 Participation in workshop, seminar, course
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Classifier Calibration
Peter A Flach (Organiser), Miquel Perello Nieto (Organiser), Hao Song (Organiser), Meelis Kull (Organiser) & Telmo De Menezes E Silva Filho (Organiser)
14 Sep 2020Activity: Participating in or organising an event types › Participation in workshop, seminar, course